| import argparse | |
| import ast | |
| import json | |
| import os | |
| import pandas as pd | |
| def validate_scores(dataset_list, assert_score, model_name): | |
| for dataset in dataset_list: | |
| base_score = assert_score[dataset][model_name] | |
| if dataset == "OCRBench_MINI": | |
| score_file = os.path.join("outputs", f"{model_name}/{model_name}_{dataset}_score.json") | |
| cur_score = 0 | |
| with open(score_file, "r") as f: | |
| total_score = json.load(f) | |
| cur_score = total_score["Final Score Norm"] | |
| assert ( | |
| abs(cur_score - float(base_score)) <= 0.01 | |
| ), f"{dataset} on {model_name}: cur_score is {cur_score}, base_score is {base_score}" | |
| else: | |
| score_file = os.path.join("outputs", f"{model_name}/{model_name}_{dataset}_acc.csv") | |
| df = pd.read_csv(score_file) | |
| cur_score = df["Overall"].iloc[0] | |
| if dataset == "MMBench_V11_MINI": | |
| cur_score = df.loc[df["split"] == "dev", "Overall"].values | |
| assert ( | |
| abs(cur_score - float(base_score)) <= 0.01 | |
| ), f"{dataset} on {model_name}: cur_score is {cur_score}, base_score is {base_score}" | |
| print(f"cur_score is {cur_score}, base_score is {base_score}") | |
| def parse_arguments(): | |
| parser = argparse.ArgumentParser(description="Validate model scores against csv/json data") | |
| parser.add_argument("--dataset", type=str, required=True, help="Space-separated list of datasets") | |
| parser.add_argument( | |
| "--base_score", type=str, required=True, help="Dictionary string in format {dataset:{model:score}}" | |
| ) | |
| parser.add_argument("--model-name", type=str, required=True, help="Name of the model to validate") | |
| return parser.parse_args() | |
| def main(): | |
| args = parse_arguments() | |
| try: | |
| dataset_list = args.dataset.split() | |
| base_score = ast.literal_eval(args.base_score) | |
| except Exception as e: | |
| print(f"Parameter parsing error: {str(e)}") | |
| return | |
| validate_scores(dataset_list, base_score, args.model_name) | |
| if __name__ == "__main__": | |
| main() | |